AI in context.
Infrastructure.
Knowledge, change control, and coordination across long programs.
Programs outlive their teams. Connected knowledge is how they stay coherent.
Opportunity map
Where we would start.
Opportunity assessment
Find the right place to begin.
Illustrative positions, not measured results.
Value to targetPut effort into the right workflow.
Compare value and feasibility before committing.
Measure: baseline effort and validated gainsWhere to start
Three starting points.
01
Program knowledge
Sourced answers from documents and decisions.
02
Change and risk workflows
Requests prepared; boards decide.
03
Stakeholder coordination
Communications routed with approvals.
Signature workflow
Change request to decision.
Workflow redesign
Same work. A different way through.
Today
The current sequence.
- Request
- Gather impact
- Assess
- Board
- Decide
- Record
With AI
AI where it helps. People where it matters.
- RequestAI assisted
- ImpactAI assisted
- AssessWorkflow step
- BoardHuman approval
- DecideWorkflow step
- RecordAI assisted
- AI assisted
- Human authority
People stay accountable for the outcome.
Value to targetReturn time to work that needs judgement.
3 of 6 proposed steps use AI assistance.
Measure: hands-on minutes per task, including reviewEstimate time savings for this workflowUse your own volume and times
Include review, exceptions and corrections in the assisted time.
Weekly time difference = tasks × (minutes today − minutes with assistance) ÷ 60.
Sector requirements
What has to be true first.
01
Boards keep the decision
AI prepares; owners decide.
02
Multi-organisation access
Defined across contractors and authorities.
03
Records that last
Traceable for the life of the asset.